{"id":"W2947343740","doi":"10.1109/educon.2019.8725236","title":"g9toengineering: A Virtual Community of Practice in Knowledge Creation","year":2019,"lang":"en","type":"article","venue":"","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Knowledge management; Computer science; Resource (disambiguation); Reflection (computer programming); Knowledge sharing; Product (mathematics); Class (philosophy); Service (business); Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007965349,0.00006262759,0.0001028743,0.000135498,0.00002522633,0.00002951361,0.0004486977,0.00002733748,0.00002194836],"category_scores_gemma":[0.000225976,0.00005921397,0.00002212765,0.0003669105,0.00001581614,0.0003244437,0.0003186779,0.0001973272,0.0002614254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003176143,"about_ca_system_score_gemma":0.00002300893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001946548,"about_ca_topic_score_gemma":0.0000606786,"domain_scores_codex":[0.9993334,0.0002065524,0.0001515592,0.0001065698,0.00009356385,0.0001083172],"domain_scores_gemma":[0.9989942,0.0004254408,0.00005030428,0.0004314021,0.00007447989,0.00002421378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001411841,0.0009598735,0.003757861,0.0001044705,0.00003255815,0.000002655839,0.02443787,0.007349677,0.0006167748,0.8724201,0.0008435716,0.08946046],"study_design_scores_gemma":[0.002068754,0.001235086,0.03808813,0.0002501818,0.00001780799,0.000009419814,0.008652647,0.8172781,0.0026063,0.000918219,0.128321,0.0005543358],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1082846,0.00009173879,0.213462,0.0003834977,0.0002666618,0.0001629313,1.189579e-7,0.0001290308,0.6772195],"genre_scores_gemma":[0.9848577,0.000006803822,0.00839541,0.00003546321,0.000008212385,0.000003884762,8.151831e-7,0.000003809335,0.006687871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8765731,"threshold_uncertainty_score":0.3360182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01155542590764584,"score_gpt":0.268858110702026,"score_spread":0.2573026847943801,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}